Question

In: Statistics and Probability

A study of the effect of television commercials on 12-year-old children measured their attention span, in...

A study of the effect of television commercials on 12-year-old children measured their attention span, in seconds. The commercials were for clothes, food, and toys.

Clothes Food Toys
43 30 52
24 38 58
42 46 43
35 54 49
28 47 63
31 42 53
17 34 48
31 43 58
20 57 47
47 51
44 51

54

Complete the ANOVA table. Use 0.05 significance level. (Round the SS and MS values to 1 decimal place and F value to 2 decimal places.)

Find the values of mean and standard deviation. (Round the mean and standard deviation values to 3 decimal places.)

Solutions

Expert Solution

Ans:

Group 1 Group 2 Group 3 Total
Sum 271 536 573 1380
Count 9 12 11 32
Mean, Sum/n 30.111 44.667 52.091
Sum of square, Ʃ(xᵢ-x̅)² 648.889 722.667 326.909
Standard deviation 9.006 8.105 5.718
Number of treatment, k = 3
Total sample Size, N = 32
df(between) = k-1 = 2
df(within) = N-k = 29
df(total) = N-1 = 31
SS(between) = (Sum1)²/n1 + (Sum2)²/n2 + (Sum3)²/n3 - (Grand Sum)²/ N = 2437.0
SS(within) = SS1 + SS2 + SS3 = 1698.5
SS(total) = SS(between) + SS(within) = 4135.5
MS(between) = SS(between)/df(between) = 1218.5
MS(within) = SS(within)/df(within) = 58.6
F = MS(between)/MS(within) = 20.81
p-value = F.DIST.RT(20.8053, 2, 29) = 0.0000
ANOVA
Source of Variation SS df MS F P-value
Between Groups 2437.0 2 1218.5 20.81 0.0000
Within Groups 1698.5 29 58.6
Total 4135.5 31
Null and Alternative Hypothesis:
Ho: µ1 = µ2 = µ3
H1: At least one mean is different.
Test statistic:
F = 20.81
Critical value:
Critical value Fc = F.INV.RT(0.05, 2, 29) = 3.328
p-value:
p-value = F.DIST.RT(20.8053, 2, 29) = 0.000
Decision:
P-value < α, Reject the null hypothesis.

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